{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 4: Auto regression"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Autoregression is a time series model that uses observations from previous time steps as input to a regression equation to predict the value at the next time step.\n",
    "\n",
    "We start with the same model as in the previous tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c53e9aa076f94e93a21310ad4bfb9d71",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Finding best initial lr:   0%|          | 0/229 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "72f706a36af0486e83627d629600d2d3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fc31251c3f46450caab4c223552975c4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 46it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from neuralprophet import NeuralProphet, set_log_level\n",
    "\n",
    "# Disable logging messages unless there is an error\n",
    "set_log_level(\"ERROR\")\n",
    "\n",
    "# Load the dataset from the CSV file using pandas\n",
    "df = pd.read_csv(\"https://github.com/ourownstory/neuralprophet-data/raw/main/kaggle-energy/datasets/tutorial01.csv\")\n",
    "\n",
    "# Model and prediction\n",
    "m = NeuralProphet(\n",
    "    n_changepoints=10,\n",
    "    yearly_seasonality=True,\n",
    "    weekly_seasonality=True,\n",
    "    daily_seasonality=True,\n",
    ")\n",
    "m.set_plotting_backend(\"plotly-static\")\n",
    "metrics = m.fit(df)\n",
    "forecast = m.predict(df)\n",
    "m.plot(forecast)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To better understand what the remaining mismatch between our model and the real data is, we can look at the residuals. The residuals are the difference between the model's prediction and the real data. If the model is perfect, the residuals should be zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_residuals = pd.DataFrame({\"ds\": df[\"ds\"], \"residuals\": df[\"y\"] - forecast[\"yhat1\"]})\n",
    "fig = df_residuals.plot(x=\"ds\", y=\"residuals\", figsize=(10, 6))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us explore what a good value for the autoregression would be. Create a autocorrelation chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statsmodels.graphics.tsaplots import plot_acf\n",
    "\n",
    "plt = plot_acf(df_residuals[\"residuals\"], lags=50)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we add autoregression to our model with the `n_lags` parameter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2a4a5c1101ac4e8995be74c022fe1cef",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Finding best initial lr:   0%|          | 0/229 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "af7b74f1c167453e8cd92acb5a5678c1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0ee56697ddfb4181bdcdecc82ab654f1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 46it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Model and prediction\n",
    "m = NeuralProphet(\n",
    "    # Disable trend changepoints\n",
    "    n_changepoints=10,\n",
    "    # Disable seasonality components\n",
    "    yearly_seasonality=True,\n",
    "    weekly_seasonality=True,\n",
    "    daily_seasonality=True,\n",
    "    # Add the autogression\n",
    "    n_lags=10,\n",
    ")\n",
    "m.set_plotting_backend(\"matplotlib\")  # Use matplotlib due to #1235\n",
    "metrics = m.fit(df)\n",
    "forecast = m.predict(df)\n",
    "m.plot(forecast)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see the forecasting model with autoregression does fit the data a lot better than the base model. Feel free to explore how different numbers of lags `n_lags` affect the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot_parameters(components=[\"autoregression\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot_components(forecast, components=[\"autoregression\"])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.7 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "92c9cff0281419e73896333b85e681aea9374fd743c51074843eeada7c3f6baf"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
